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Search Results (841)

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Keywords = greenhouse cover

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17 pages, 2459 KiB  
Article
Comparative Life Cycle Assessment of Rubberized Warm-Mix Asphalt Pavements: A Cradle-to-Gate Plus Maintenance Approach
by Ana María Rodríguez-Alloza and Daniel Garraín
Coatings 2025, 15(8), 899; https://doi.org/10.3390/coatings15080899 - 1 Aug 2025
Viewed by 212
Abstract
In response to the escalating climate crisis, reducing greenhouse gas emissions (GHG) has become a top priority for both the public and private sectors. The pavement industry plays a key role in this transition, offering innovative technologies that minimize environmental impacts without compromising [...] Read more.
In response to the escalating climate crisis, reducing greenhouse gas emissions (GHG) has become a top priority for both the public and private sectors. The pavement industry plays a key role in this transition, offering innovative technologies that minimize environmental impacts without compromising performance. Among these, the incorporation of recycled tire rubber and warm-mix asphalt (WMA) additives represents a promising strategy to reduce energy consumption and resource depletion in road construction. This study conducts a comparative life cycle assessment (LCA) to evaluate the environmental performance of an asphalt pavement incorporating recycled rubber and a WMA additive—referred to as R-W asphalt—against a conventional hot-mix asphalt (HMA) pavement. The analysis follows the ISO 14040/44 standards, covering material production, transport, construction, and maintenance. Two service-life scenarios are considered: one assuming equivalent durability and another with a five-year extension for the R-W pavement. The results demonstrate environmental impact reductions of up to 57%, with average savings ranging from 32% to 52% across key impact categories such as climate change, land use, and resource use. These benefits are primarily attributed to lower production temperatures and extended maintenance intervals. The findings underscore the potential of R-W asphalt as a cleaner engineering solution aligned with circular economy principles and climate mitigation goals. Full article
(This article belongs to the Special Issue Surface Protection of Pavements: New Perspectives and Applications)
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22 pages, 3505 KiB  
Review
Solar Energy Solutions for Healthcare in Rural Areas of Developing Countries: Technologies, Challenges, and Opportunities
by Surafel Kifle Teklemariam, Rachele Schiasselloni, Luca Cattani and Fabio Bozzoli
Energies 2025, 18(15), 3908; https://doi.org/10.3390/en18153908 - 22 Jul 2025
Viewed by 481
Abstract
Recently, solar energy technologies are a cornerstone of the global effort to transition towards cleaner and more sustainable energy systems. However, in many rural areas of developing countries, unreliable electricity severely impacts healthcare delivery, resulting in reduced medical efficiency and increased risks to [...] Read more.
Recently, solar energy technologies are a cornerstone of the global effort to transition towards cleaner and more sustainable energy systems. However, in many rural areas of developing countries, unreliable electricity severely impacts healthcare delivery, resulting in reduced medical efficiency and increased risks to patient safety. This review explores the transformative potential of solar energy as a sustainable solution for powering healthcare facilities, reducing dependence on fossil fuels, and improving health outcomes. Consequently, energy harvesting is a vital renewable energy source that captures abundant solar and thermal energy, which can sustain medical centers by ensuring the continuous operation of life-saving equipment, lighting, vaccine refrigeration, sanitation, and waste management. Beyond healthcare, it reduces greenhouse gas emissions, lowers operational costs, and enhances community resilience. To address this issue, the paper reviews critical solar energy technologies, energy storage systems, challenges of energy access, and successful solar energy implementations in rural healthcare systems, providing strategic recommendations to overcome adoption challenges. To fulfill the aims of this study, a focused literature review was conducted, covering publications from 2005 to 2025 in the Scopus, ScienceDirect, MDPI, and Google Scholar databases. With targeted investments, policy support, and community engagement, solar energy can significantly improve healthcare access in underserved regions and contribute to sustainable development. Full article
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19 pages, 4329 KiB  
Article
Quantifying Soil Carbon Sequestration Potential Through Carbon Farming Practices with RothC Model Adapted to Lithuania
by Gustė Metrikaitytė Gudelė and Jūratė Sužiedelytė Visockienė
Land 2025, 14(7), 1497; https://doi.org/10.3390/land14071497 - 19 Jul 2025
Viewed by 411
Abstract
Climate change poses one of the greatest challenges of our time, with greenhouse gas (GHG) emissions significantly contributing to global warming. The agriculture, forestry, and land-use (AFOLU) sectors not only emit GHGs but also offer the potential for carbon sequestration, which can mitigate [...] Read more.
Climate change poses one of the greatest challenges of our time, with greenhouse gas (GHG) emissions significantly contributing to global warming. The agriculture, forestry, and land-use (AFOLU) sectors not only emit GHGs but also offer the potential for carbon sequestration, which can mitigate climate change. This study presents a methodological framework for estimating soil organic carbon (SOC) changes based on carbon farming practices in northern Lithuania. Using satellite-derived indicators of cover crops, no-till farming, and residue retention combined with soil and climate data, SOC dynamics were modeled across the Joniškis municipality for the period 2019–2020 using the Rothamsted Carbon Model (RothC) model. The integration of geospatial data and process-based modeling allowed for spatial estimation of SOC change, revealing positive trends ranging from 0.23 to 0.32 t C ha−1 year−1. Higher increases were observed in areas where multiple carbon farming practices overlapped. The proposed workflow demonstrates the potential of combining Earth observation and modeling approaches for regional-scale carbon assessment and provides a basis for future applications in sustainable land management and climate policy support. Full article
(This article belongs to the Special Issue Soils and Land Management Under Climate Change (Second Edition))
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18 pages, 1414 KiB  
Article
Field Validation of the DNDC-Rice Model for Crop Yield, Nitrous Oxide Emissions and Carbon Sequestration in a Soybean System with Rye Cover Crop Management
by Qiliang Huang, Nobuko Katayanagi, Masakazu Komatsuzaki and Tamon Fumoto
Agriculture 2025, 15(14), 1525; https://doi.org/10.3390/agriculture15141525 - 15 Jul 2025
Viewed by 402
Abstract
The DNDC-Rice model effectively simulates yield and greenhouse gas emissions within a paddy system, while its performance under upland conditions remains unclear. Using data from a long-term cover crop experiment (fallow [FA] vs. rye [RY]) in a soybean field, this study validated the [...] Read more.
The DNDC-Rice model effectively simulates yield and greenhouse gas emissions within a paddy system, while its performance under upland conditions remains unclear. Using data from a long-term cover crop experiment (fallow [FA] vs. rye [RY]) in a soybean field, this study validated the DNDC-Rice model’s performance in simulating soil dynamics, crop growth, and C-N cycling processes in upland systems through various indicators, including soil temperature, water-filled pore space (WFPS), soybean biomass and yield, CO2 and N2O fluxes, and soil organic carbon (SOC). Based on simulated results, the underestimation of cumulative N2O flux (25.6% in FA and 5.1% in RY) was attributed to both underestimated WFPS and the algorithm’s limitations in simulating N2O emission pulses. Overestimated soybean growth increased respiration, leading to the overestimation of CO2 flux. Although the model captured trends in SOC stock, the simulated annual values differed from observations (−9.9% to +10.1%), potentially due to sampling errors. These findings indicate that the DNDC-Rice model requires improvements in its N cycling algorithm and crop growth sub-models to improve predictions for upland systems. This study provides validation evidence for applying DNDC-Rice to upland systems and offers direction for improving model simulation in paddy-upland rotation systems, thereby enhancing its applicability in such contexts. Full article
(This article belongs to the Special Issue Detection and Management of Agricultural Non-Point Source Pollution)
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35 pages, 3537 KiB  
Review
Sustainable Aviation Fuels: A Comprehensive Review of Production Pathways, Environmental Impacts, Lifecycle Assessment, and Certification Frameworks
by Weronika Klimczyk, Remigiusz Jasiński, Jakub Niklas, Maciej Siedlecki and Andrzej Ziółkowski
Energies 2025, 18(14), 3705; https://doi.org/10.3390/en18143705 - 14 Jul 2025
Viewed by 1102
Abstract
Sustainable aviation fuels (SAFs) are currently considered a key element in the decarbonization of the aviation sector, offering a feasible solution to reduce life cycle greenhouse gas emissions without requiring fundamental changes in aircraft or infrastructure. This article provides a comprehensive overview of [...] Read more.
Sustainable aviation fuels (SAFs) are currently considered a key element in the decarbonization of the aviation sector, offering a feasible solution to reduce life cycle greenhouse gas emissions without requiring fundamental changes in aircraft or infrastructure. This article provides a comprehensive overview of the current state of SAFs, including their classification, production technologies, economic aspects, and environmental performance. The analysis covers both currently certified SAF pathways, such as HEFA and FT-SPK, and emerging technologies like alcohol-to-jet and power-to-liquid, assessing their technological maturity, feedstock availability, and scalability. Economic challenges related to high production costs, investment risks, and policy dependencies are discussed, alongside potential mechanisms to support market deployment. Furthermore, the article reviews SAFs’ emission performance, including CO2 and non-CO2 effects, based on existing life cycle assessment (LCA) studies, with an emphasis on variability caused by feedstock type and production method. The findings highlight that, while SAFs can significantly reduce aviation-related emissions compared to fossil jet fuels, the magnitude of benefits depends strongly on supply chain design and sustainability criteria. There are various certified pathways for SAF production, as well as new technologies that can further contribute to the development of the industry. Properly selected biomass sources and production technologies can reduce greenhouse gas emissions by more than 70% compared to conventional fuels. The implementation of SAFs faces obstacles related to cost, infrastructure, and regulations, which hinder its widespread adoption. The study concludes that although SAFs represent a promising pathway for aviation climate mitigation, substantial scaling efforts, regulatory support, and continued technological innovation are essential to achieve their full potential. Full article
(This article belongs to the Section A: Sustainable Energy)
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15 pages, 257 KiB  
Article
The Use of Biomass in the Visegrad Group Countries and Its Determinants
by Piotr Kułyk and Mariola Michałowska
Energies 2025, 18(14), 3684; https://doi.org/10.3390/en18143684 - 12 Jul 2025
Viewed by 285
Abstract
This article aims to assess the conditions and prospects for biomass utilization in the Visegrad Group (V4) countries. Additionally, the relationship between biomass energy production and greenhouse gas emissions was examined. A key component of the analysis involved identifying potential directions for the [...] Read more.
This article aims to assess the conditions and prospects for biomass utilization in the Visegrad Group (V4) countries. Additionally, the relationship between biomass energy production and greenhouse gas emissions was examined. A key component of the analysis involved identifying potential directions for the development of biomass utilization in the pursuit of the sustainable development of agricultural enterprises. In relation to these research objectives, a hypothesis was formulated regarding the causal relationship between biomass energy consumption and economic growth, the abundance of natural resources, and income in reference to the European Union economies. Both static and dynamic panel studies were applied. The conducted research revealed the complex nature of the conditions influencing biomass utilization. The study period covered the years 2004–2022. A negative correlation was found between the use of biomass and greenhouse gas emissions. At the same time, factors favoring biomass utilization included economic growth, the level of natural resource consumption per capita, and government policies aimed at increasing the share of renewable resources in the economy. Full article
(This article belongs to the Section B: Energy and Environment)
15 pages, 2841 KiB  
Article
Evaluation of New Passive Heating Systems for Low-Cost Greenhouses in a Mild-Winter Area
by Santiago Bonachela, María Cruz Sánchez-Guerrero, Juan Carlos López, Evangelina Medrano and Joaquín Hernández
Horticulturae 2025, 11(7), 752; https://doi.org/10.3390/horticulturae11070752 - 1 Jul 2025
Viewed by 259
Abstract
The main objective of this work was to evaluate new variants of passive heating systems used for horticultural crop cycles planted in the cold period in low-cost greenhouses on the Mediterranean Spanish coast (a mild-winter area). The double low cover (DLC) is variant [...] Read more.
The main objective of this work was to evaluate new variants of passive heating systems used for horticultural crop cycles planted in the cold period in low-cost greenhouses on the Mediterranean Spanish coast (a mild-winter area). The double low cover (DLC) is variant of the conventional fixed plastic screen that reduces the air volume and increases the airtightness around crops. Three identical DLCs were installed inside a typical greenhouse, and the microclimate measured in the three DLCs was similar. The DLCs reduced the solar radiation transmissivity coefficient by around 0.05 but increased the mean daily substrate and air temperatures (up to 1.6 and 3.6 °C, respectively). They also modified the air humidity, although this can be modulated by opening the vertical sheets located on the greenhouse aisles (DLC vents). The black plastic mulch forming an air chamber around the substrate bags (BMC), a new mulch variant used in substrate-grown crops, increased the substrate temperature with respect to the conventional black mulch covering the entire ground surface. The combination of BMC plus DLC increased the mean daily substrate temperature by up to 2.9 °C, especially at night. Low tunnels covered with transparent film and with a spun-bonded fabric sheet were also compared, and both materials were efficient heating systems regarding substrate and air temperatures. Low tunnels combined with the DLC substantially increased air humidity, but this can be partially offset by opening the DLC vents. The combination of low tunnels and DLC does not seem recommendable for greenhouse crops planted in winter, since both systems reduce solar radiation transmissivity. Full article
(This article belongs to the Section Protected Culture)
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16 pages, 736 KiB  
Article
Energy Potential of Greenhouse Plant Residue: The Cases of Turkey and Poland
by Atılgan Atılgan, Sedat Boyacı, Stanisław Famielec, Anna Krakowiak-Bal, Urszula Ziemiańczyk, Joanna Kocięcka, Sławomir Kurpaska, Roman Rolbiecki, Daniel Liberacki and Mateusz Malinowski
Energies 2025, 18(13), 3405; https://doi.org/10.3390/en18133405 - 28 Jun 2025
Viewed by 390
Abstract
The search for waste management opportunities is crucial for achieving environmentally friendly waste practices and ensuring the country’s energy security. This research aimed to valorize biomass and waste generated in greenhouses and to analyze the potential for electricity production from this waste. The [...] Read more.
The search for waste management opportunities is crucial for achieving environmentally friendly waste practices and ensuring the country’s energy security. This research aimed to valorize biomass and waste generated in greenhouses and to analyze the potential for electricity production from this waste. The analyses compared the situations in Turkey and Poland, where greenhouse production of vegetables is developing and constitutes an important link in agricultural activities, despite differences in climatic conditions. The cultivation of vegetables and flowers under cover is rapidly expanding in both countries and, with changing climatic conditions, is expected to shape the future of agriculture. In addition to estimating the energy that can be obtained, the study also evaluated the economic benefits of such a solution and the volume of avoided CO2 emissions from fossil fuels. The issue of utilizing these wastes is significant because current methods of their management do not lead to energy production, so their considerable energy potential is wasted, as highlighted in this study. Moreover, there is a lack of similar studies in the literature. The plant species chosen as materials in this study were tomatoes, peppers, eggplant, watermelon, and melon in the case of Turkey. For Poland, the analysis was conducted for tomatoes and greenhouse cucumbers. These crops represent the largest cultivated areas under cover in the respective countries. Results indicated that the average yearly amount of vegetable residue is approximately 463 thousand Mg in Turkey, and 77 thousand Mg in Poland. The estimated annual electricity potential is 430 GWh in Turkey and 80 GWh in Poland. Considering the efficiency of power generation in a typical power plant, the real amount of electricity to be obtained is 0.46 MWh per Mg of waste in Turkey and 0.52 MWh in Poland. Full article
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18 pages, 316 KiB  
Review
Hydropower Reservoir Greenhouse Gas Emissions: State of the Science and Roadmap for Further Research to Improve Emission Accounting and Mitigation
by Surabhi Karambelkar, Maryalice Fischer and Shannon Ames
Sustainability 2025, 17(13), 5794; https://doi.org/10.3390/su17135794 - 24 Jun 2025
Viewed by 702
Abstract
Rapidly decarbonizing the electricity grid is crucial for achieving net-zero greenhouse gas (GHG) emissions by mid-century and mitigating climate change impacts. Hydropower facilities can directly support grid decarbonization; however, like all energy systems, they emit GHGs throughout their lifecycle, with reservoirs being an [...] Read more.
Rapidly decarbonizing the electricity grid is crucial for achieving net-zero greenhouse gas (GHG) emissions by mid-century and mitigating climate change impacts. Hydropower facilities can directly support grid decarbonization; however, like all energy systems, they emit GHGs throughout their lifecycle, with reservoirs being an important source. Further research is urgently needed to improve the accounting and mitigation of hydropower reservoir GHG emissions to ensure that this technology is accurately considered in decarbonization policies and to allow project owners and energy buyers to make credible emission claims regarding this energy source. To this end, this paper reviews over seven dozen studies and emerging research to synthesize the current state of the science on reservoir GHG emission pathways as well as advancements in emission measurement tools to identify areas where further research is needed. This paper presents a research roadmap for government agencies, research institutions, and funding organizations covering four action areas: understanding and reducing uncertainties in reservoir GHG estimation and associated publicly accessible estimation tools; reducing the technical and economic barriers for reservoir managers to use GHG estimation tools; setting common standards to enable consistent monitoring, allocation, and reporting of reservoir GHG emissions; and supporting work on reservoir GHG emission mitigation strategies, including watershed-scale strategies. Progress in these areas will enable robust accounting of hydropower reservoir GHG emissions and targeted mitigation efforts to advance grid decarbonization. Full article
29 pages, 37426 KiB  
Article
Support for Subnational Entities to Develop and Monitor Land-Based Greenhouse Gas Reduction Activities
by Erin Glen, Angela Scafidi, Nancy Harris and Richard Birdsey
Land 2025, 14(7), 1336; https://doi.org/10.3390/land14071336 - 23 Jun 2025
Viewed by 455
Abstract
Land managers across the United States (U.S.) are developing plans to mitigate climate change. Effective implementation and monitoring of these climate action plans require standardized methods and timely, accurate geospatial data at appropriate resolutions. Despite the abundance of geospatial and statistical data in [...] Read more.
Land managers across the United States (U.S.) are developing plans to mitigate climate change. Effective implementation and monitoring of these climate action plans require standardized methods and timely, accurate geospatial data at appropriate resolutions. Despite the abundance of geospatial and statistical data in the U.S., a significant gap remains in translating these data into actionable insights. To address this gap, we developed the Land Emissions and Removals Navigator (LEARN), an online tool that automates subnational greenhouse gas (GHG) inventories of forests and trees in nonforest lands using a standardized analytical framework consistent with national and international guidelines. LEARN integrates multiple datasets to calculate land cover and tree canopy changes, delineate areas of forest disturbance, and estimate carbon emissions and removals. To demonstrate the application of LEARN, this paper presents case studies in Jefferson County, Washington; Montgomery County, Maryland; and federally owned forests across the conterminous U.S. Our results highlight LEARN’s capacity to provide localized insights into carbon dynamics, enabling subnational entities to develop tailored climate strategies. By enhancing accessibility to standardized data, LEARN empowers community land managers to more effectively mitigate climate change. Future developments aim to expand LEARN’s scope to cover nonforest landscapes and incorporate additional decision-making functionalities. Full article
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25 pages, 6073 KiB  
Article
Multi-Criteria Analysis of a Potential Expansion of Protected Agriculture in Imbabura, Ecuador
by Luis Marcelo Albuja-Illescas, Oscar Hernando Eraso Terán, Paúl Arias-Muñoz, Telmo-Fernando Basantes-Vizcaíno, Rafael Jiménez-Lao and María Teresa Lao
Agronomy 2025, 15(7), 1518; https://doi.org/10.3390/agronomy15071518 - 22 Jun 2025
Viewed by 721
Abstract
The increasing global demand for food, combined with rising climate extremes, is driving agricultural expansion—often without sufficient consideration for sustainability. Greenhouse agriculture presents a promising solution to address the dual challenges of food security and climate change mitigation. This study models potential scenarios [...] Read more.
The increasing global demand for food, combined with rising climate extremes, is driving agricultural expansion—often without sufficient consideration for sustainability. Greenhouse agriculture presents a promising solution to address the dual challenges of food security and climate change mitigation. This study models potential scenarios for the expansion of greenhouse agriculture in Imbabura Province, Ecuador, while adhering to sustainability criteria. Two widely used methods were compared: the Analytical Hierarchy Process (AHP) integrated with Geographic Information Systems (GIS) and the Maximum Entropy (MaxEnt) model. The GIS-AHP method relies on expert-defined weights, whereas the MaxEnt model utilizes the probabilistic distribution of presence-only data, enabling a complementary evaluation of both subjective and data-driven approaches. Both models incorporated various factors, including topographic, climatic, hydrological, ecological, infrastructural, agricultural, and soil-related variables. The results classified the territory into five levels of suitability for greenhouse expansion. The GIS-AHP model identified 20,761.64 hectares as highly suitable, while the MaxEnt model identified only 5618.15 hectares. This discrepancy highlights the differing influences of various factors: In the GIS-AHP, land cover/use, irrigation availability, and proximity to existing greenhouses were the most influential. In contrast, in the MaxEnt model, proximity to greenhouses was the dominant factor. These findings not only provide a spatially explicit foundation for sustainable territorial planning but also contribute methodologically by integrating both data-driven and expert-driven approaches. This supports evidence-based policy-making in fragile Andean ecosystems. Full article
(This article belongs to the Section Agroecology Innovation: Achieving System Resilience)
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16 pages, 1027 KiB  
Article
Climate Change Mitigation vs. Renewable Energy Consumption and Biomass Demand
by Renata Dagiliūtė and Vaiva Kazanavičiūtė
Land 2025, 14(7), 1320; https://doi.org/10.3390/land14071320 - 21 Jun 2025
Viewed by 436
Abstract
The land use, land-use change, and forestry (LULUCF) sector plays a crucial role in climate change mitigation; therefore, it is included in national and international climate change policies. However, renewable energy and bioeconomy development increase the demand for biomass for energy and material [...] Read more.
The land use, land-use change, and forestry (LULUCF) sector plays a crucial role in climate change mitigation; therefore, it is included in national and international climate change policies. However, renewable energy and bioeconomy development increase the demand for biomass for energy and material needs and challenge greenhouse gas (GHG) removal in LULUCF. Therefore, this study aims to analyze whether climate change mitigation and bioeconomy goals are compatible from an LULUCF perspective at the EU level. This study mainly covers the 2000–2020 period, looking at decoupling trends and LULUCF removal as well as estimating the substitution effect, which enables a broader view of the LULUCF GHG removal potential. The results reveal that decoupling is taking place at the EU level regarding economic growth and GHG, with a steady increase in renewables. The share of biomass in renewables is increasing at a slower pace, and the reduction in LULUCF GHG removal is proportionally lower compared to the pace of wood being harvested from forest land at the EU level. Still, biomass demand raises the pressure for LULUCF GHG removal, considering the sector itself is highly uncertain. Despite this, some possibilities to align climate and bioeconomy goals could remain, especially if the substitution effect is considered. Based on historical data, the estimated substitution effect is even higher (−367 mill. t CO2 eq. on average in 2000–2020) than the sector’s removal (−300 mill. t CO2 eq. on average in 2000–2020) and is dominated by material substitution (61%). Hence, LULUCF contributes to a reduction in GHG in other sectors, but it is still seldom acknowledged and not accounted for. Full article
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19 pages, 4046 KiB  
Article
Combining Hydrodynamic Modelling and Solar Potential Assessment to Evaluate the Effects of FPV Systems on Mihăilești Reservoir, Romania
by Gabriela Elena Dumitran, Elena Catalina Preda, Liana Ioana Vuta, Bogdan Popa and Raluca Elena Ispas
Hydrology 2025, 12(6), 157; https://doi.org/10.3390/hydrology12060157 - 19 Jun 2025
Viewed by 896
Abstract
Floating photovoltaic (FPV) systems are a new green technology emerging lately, having the indisputable advantage of not covering agricultural land but instead the surface of lakes or reservoirs. Being a new technology, even though the number of studies is significant, reliable results remain [...] Read more.
Floating photovoltaic (FPV) systems are a new green technology emerging lately, having the indisputable advantage of not covering agricultural land but instead the surface of lakes or reservoirs. Being a new technology, even though the number of studies is significant, reliable results remain limited. This paper presents the possible influence of an FPV farm installed on the surface of a reservoir in Romania in four scenarios of the surface being covered with photovoltaic panels. The changes in the water mass under the FPV panels were determined using mathematical modelling as a tool. For this purpose, a water quality model was implemented for Mihăilești Reservoir, Romania, and the variations in the temperature, the phytoplankton biomass, and the total phosphorus and nitrogen were computed. Also, by installing FPV panels, it was estimated that a volume of water of between 1.75 and 7.43 million m3/year can be saved, and the greenhouse gas emission reduction associated with the proposed solutions will vary between 15,415 and 66,066 tCO2e/year; these results are in agreement with those reported in other scientifical studies. The overall conclusion is that the effect of an FPV farm on the reservoir’s surface is beneficial for the water quality in the reservoir. Full article
(This article belongs to the Special Issue Hydrodynamics and Water Quality of Rivers and Lakes)
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23 pages, 2568 KiB  
Article
Reinforcement Learning-Driven Digital Twin for Zero-Delay Communication in Smart Greenhouse Robotics
by Cristian Bua, Luca Borgianni, Davide Adami and Stefano Giordano
Agriculture 2025, 15(12), 1290; https://doi.org/10.3390/agriculture15121290 - 15 Jun 2025
Cited by 1 | Viewed by 887
Abstract
This study presents a networked cyber-physical architecture that integrates a Reinforcement Learning-based Digital Twin (DT) to enable zero-delay interaction between physical and digital components in smart agriculture. The proposed system allows real-time remote control of a robotic arm inside a hydroponic greenhouse, using [...] Read more.
This study presents a networked cyber-physical architecture that integrates a Reinforcement Learning-based Digital Twin (DT) to enable zero-delay interaction between physical and digital components in smart agriculture. The proposed system allows real-time remote control of a robotic arm inside a hydroponic greenhouse, using a sensor-equipped Wearable Glove (SWG) for hand motion capture. The DT operates in three coordinated modes: Real2Digital, Digital2Real, and Digital2Digital, supporting bidirectional synchronization and predictive simulation. A core innovation lies in the use of a Reinforcement Learning model to anticipate hand motions, thereby compensating for network latency and enhancing the responsiveness of the virtual–physical interaction. The architecture was experimentally validated through a detailed communication delay analysis, covering sensing, data processing, network transmission, and 3D rendering. While results confirm the system’s effectiveness under typical conditions, performance may vary under unstable network scenarios. This work represents a promising step toward real-time adaptive DTs in complex smart greenhouse environments. Full article
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36 pages, 2283 KiB  
Review
A Mini-Review of Photoconversion Covers for Greenhouses: Assessment Parameters and Plant Experiment Results
by Anastasiia V. Shabalina, Valeriy A. Kozlov, Mark O. Paskhin, Ivan A. Popov and Sergey V. Gudkov
Horticulturae 2025, 11(6), 680; https://doi.org/10.3390/horticulturae11060680 - 13 Jun 2025
Viewed by 492
Abstract
Photoconversion covers (PCCs) are specialized materials designed to modify light conditions in greenhouses, thereby enhancing plant growth and development. Recently, extensive research and development efforts have focused on improving and characterizing both components of PCCs: the cover material and the photoconversion agent (phosphor(s)). [...] Read more.
Photoconversion covers (PCCs) are specialized materials designed to modify light conditions in greenhouses, thereby enhancing plant growth and development. Recently, extensive research and development efforts have focused on improving and characterizing both components of PCCs: the cover material and the photoconversion agent (phosphor(s)). Given that the true impact of PCCs on plant growth can only be assessed through greenhouse experiments, while surveying recent publications from 2020 to 2024, in this review, we specifically tried to focus on such experiments. A total of 58 studies on PCCs for greenhouse applications were analyzed. Of those, 26 studies introduced novel materials, including phosphors and PCCs, with the potential to enhance plant growth, although greenhouse experiments were not conducted to evaluate their performance. The remaining 32 studies provided experimental data on PCC efficiency in promoting plant growth through plant-based experiments. To summarize and compare the findings from these greenhouse experiments, in this work, we systematically classify plant growth parameters and examine their application across the surveyed studies. Full article
(This article belongs to the Section Protected Culture)
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